Wireless Sensor Networks (WSNs) are the type of networks there will be no physical connectivity and are commonly used in often deployed in adverse environments where the attacker can physically capture some of the nodes, first can reprogram, and then, can duplicate them in a large number of clones, easily taking control over the network. Many classical and basic steps are undergone to prevent and eradicate such attacks. But those existing methods are not up to the mark. Basically, WSN are depended on energy aware networks. A serious drawback for any protocol to be used in the WSN- resource constrained environment. Further, they are vulnerable to the specific adversary models introduced in this paper. The contributions of this work are threefold. First, we analyze the desirable properties of a distributed mechanism for the detection of node replication attacks. Second, we show that the known solutions for this problem do not completely meet our requirements. Third, we propose a new selfhealing, Randomized, Efficient, and Distributed (RED) protocol for the detection of node replication attacks, and we show that it satisfies the introduced requirements. Our Implementation specifies, user will specify its ID, Location ID, Random number, Destination ID along with Destination Location ID, to the Witness node. The witness will verify the internally bounded user ID with the user specified ID. If the Verification is Success, the packets are sent to the destination. We Propose Modified RED Scheme to identify Cloning attacks in the Network.